{"id":"W7036622043","doi":"","title":"Chatting with Bill and Ian","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Check-in; Soul; The Internet; Ticket; Launched","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002411895,0.0001859345,0.0002724681,0.00004929269,0.0001447728,0.0001045867,0.0001767634,0.0002338699,0.3628701],"category_scores_gemma":[0.00005831729,0.0001491602,0.00005454324,0.00001025356,0.0002249012,1.535396e-7,0.00006286577,0.0001472442,0.0007878397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002981755,"about_ca_system_score_gemma":0.00005489649,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01745212,"about_ca_topic_score_gemma":0.0162408,"domain_scores_codex":[0.9988145,0.00007188703,0.0002526775,0.0001547302,0.0004610115,0.0002451885],"domain_scores_gemma":[0.9992654,0.00006524732,0.0003202816,0.0001489569,0.0001007751,0.00009930653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000117927,0.00001554193,0.00008827364,0.0001289633,0.00004766803,0.0000106185,0.001615985,0.000002246552,5.940111e-8,0.0001073487,0.9965577,0.001413823],"study_design_scores_gemma":[0.0002889127,0.00004910801,0.00005582664,0.0002990902,0.00003389442,0.000007101328,0.003424568,0.000001111499,5.951301e-7,0.000003704713,0.9956223,0.0002137285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000639119,0.0004441972,1.299292e-7,0.0005660079,0.0001570991,0.0002778213,0.00001369533,0.00008764878,0.9983895],"genre_scores_gemma":[0.0008341211,0.0005873822,0.000991272,0.0001572554,0.0002423393,0.000007312023,0.00004739903,0.00005396257,0.997079],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3620822,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009140975278899111,"score_gpt":0.2265006757048336,"score_spread":0.2173597004259344,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}